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2026

AreaKnowledge, Multimodal & LLMs

Year2026

LabMMAI Lab

Colla-Q: Toward Collaborative Experts in MoE Quantization via Minimax Precision Balancing

EunJu Shin, Jongbin Ryu

EMNLP 20262026-01-01

AreaKnowledge, Multimodal & LLMs

Year2026

LabMMAI Lab

Layer-wise Curriculum Learning for Efficient LLM Compression

Donggeon Lee, Dooyeon Na, Seungmin Oh, Jongbin Ryu

EMNLP 20262026-01-01

AreaVision & Learning

Year2026

LabMMAI Lab

Re-calibrated Contrastive Loss for Transformation-Aware Prompt Conditioning in Vision-Language Models

Seungmin Oh, Seunghun Kang, Jongbin Ryu

BMVC 20262026-01-01

AreaKnowledge, Multimodal & LLMs

Year2026

LabMMAI Lab

Train Overcomplete, Deploy Compact: Scaling Recovery Capacity for Structured LLM Pruning

Seungmin Oh, Donggeon Lee, Jongbin Ryu

EMNLP 20262026-01-01

AreaEmbodied AI & Robotics

Year2026

LabHEI Lab

Disentangling Spurious Correlations in Vision-Language-Action Models via Predicting Domain-Invariant Latent Lookahead

Junghyun Kim*, Ngseo Kim*, ChungWoo Lee, Seoyeon Lee, Woo-Jeong Baek, Adam Zhou, Chip Huyen, Jun-Ki Lee†, Gi-Cheon Kang†, Byoung-Tak Zhang†

CoRL 20262026-01-01

AreaEmbodied AI & Robotics

Year2026

LabHEI Lab

MicroVLA: Edge-Deployable Vision Language Action at 10M Parameters

Ngseo Kim, Junghyun Kim, Gi-Cheon Kang, Youngjae Yu, Byoung-Tak Zhang

RSS Workshop 20262026-01-01

AreaVision & Learning

Year2026

LabHEI Lab

Can Embodied Agents Remember What You Said? Evaluating Dialogue-Grounded Embodied Memory in 3D Environments

Seongjun Jeong, Junghyun Kim, Gi-Cheon Kang†, Byoung-Tak Zhang†

CVPR Workshop 20262026-01-01

AreaKnowledge, Multimodal & LLMs

Year2026

LabiKnow Lab

Learning Sample-wise Rank-Aware Interpolation Weights for Composed Visual Data Retrieval

Boseung Jeong, Taegyu Park, Donghyeon Kwon, Hyunsouk Cho, Suha Kwak

ECCV 20262026-01-01

AreaKnowledge, Multimodal & LLMs

Year2026

LabiKnow Lab

TextME: Bridging Unseen Modalities Through Text Descriptions

Soyeon Hong, Jinchan Kim, Jaegook You, Seungtaek Choi, Suha Kwak, Hyunsouk Cho

ICML 20262026-01-01

AreaHealthcare AI

Year2026

LabiKnow Lab

AI-Driven Quantitative Review of Mobility–Stability Trade-off in Oxide Semiconductors

Ji Hoon Hong, Chi-Hoon Lee, Hyeon Woo Kim, Dong Won Jeon, Jun Hyuk Kang, Yoon-Seo Kim, Ji-Su Bae, Seonggil Heo, Sangyeon Lee, Jooyeong Na, Jaegook You, Soyeon Hong, Hyunsouk Cho , Jin-Seong Park, Sung Beom Cho

Nano Convergence 20262026-01-01

AreaKnowledge, Multimodal & LLMs

Year2026

LabiKnow Lab

ASSAY: Reconciling Stability and Validity in Reference-Free Scientific LLM Judges

Soyeon Hong, Heegyu Kim, Ji Hoon Hong, Jindong Hwang, Juhyeon Ha, SungBeom Cho, Hyunsouk Cho

Findings of EMNLP 20262026-01-01

AreaKnowledge, Multimodal & LLMs

Year2026

LabiKnow Lab

CASCADE: Constraint-Aware Scaffolded Decomposition for Logical Anomaly Detection

Jinchan Kim, Jinhee Im, and Hyunsouk Cho

ICDM 20262026-01-01

AreaHealthcare AI

Year2026

LabiKnow Lab

Closed-Loop Solid-State Synthesis Planning for Materials Discovery With Large Language Models

Dong Won Jeon, Dong Hwi Kim, Taeyang Jeon, Joo Yeong Na, Heegyu Kim, Hyunsouk Cho , Dae Soo Jung, Ju Li, Jin-Sung Park, Sung Beom Cho

Advanced Materials 20262026-01-01

AreaVision & Learning

Year2026

LabiKnow Lab

Collaborative adaptation without forgetting in source-free domain adaptation

Jisu Han, Joong-Won Hwang, Hyunsouk Cho , Wonjun Hwang

Pattern Recognition 20262026-01-01

AreaKnowledge, Multimodal & LLMs

Year2026

LabiKnow Lab

Filter by Quality, Stop by Difficulty: Confidence-Aware Self-Consistency with Adaptive Early Stopping

Jooyeong Na, Wansik Jo, Hyunsouk Cho

Findings of EMNLP 20262026-01-01

AreaHealthcare AI

Year2026

LabLAMDA Lab

Dual-FreqDAE: Frequency-aware dual-branch transformer autoencoder for ECG denoising in mixed noise conditions

Dong-Hun Choi, Jeong-Hyeon Moon, Kyung-Ah Sohn

BSPC 20262026-01-01

AreaKnowledge, Multimodal & LLMs

Year2026

LabLAMDA Lab

Empathy Is Steerable but Multi-Axial: Mechanism Geometry and Persona Effects in LLMs

JuHeon Ha, Byounghan Lee, Yunseo Choi, Kyung-Ah Sohn

EMNLP 20262026-01-01

AreaHealthcare AI

Year2026

LabLAMDA Lab

NeuroNetFusion: enhanced EEG abnormality classification via multi-network TF-IDF feature selection

Sangjin Ahn, So Yeon Kim † & Kyung-Ah Sohn †

Sci Rep 20262026-01-01

AreaHealthcare AI

Year2026

LabLAMDA Lab

Semi-Supervised Fatty Liver Classification Using Attention-Based Graph Neural Network Models

So Yeon Kim † , Sehee Wang † , Kyung-Ah Sohn * , Eun Kyung Choe *

JKMS 20262026-01-01

AreaKnowledge, Multimodal & LLMs

Year2026

LabSAIL

AccentDrift: Real-time Streaming Accent Conversion via Sparse Speech Tokenization

S.-H. Lee, H. Choi, J. Lee, and S. Park

Interspeech 20262026-01-01

AreaKnowledge, Multimodal & LLMs

Year2026

LabSAIL

Hierarchical Representation Alignment Learning of Diffusion Transformers for Neural Audio Codec

S.-H. Lee and H.-Y. Choi

ACL 20262026-01-01

AreaKnowledge, Multimodal & LLMs

Year2026

LabSAIL

ReGen: Hierarchical Multi-Prompt Representation Generation for Efficient Waveform Diffusion Models

S.-H. Lee and H.-Y. Choi

ICML 20262026-01-01

2025

AreaVision & Learning

Year2025

LabMMAI Lab

Do Your Best and Get Enough Rest for Continual Learning

Hankyul Kang, Gregor Seifer, Donghyun Lee, Jongbin Ryu

CVPR 20252025-06-01

AreaEmbodied AI & Robotics

Year2025

LabHEI Lab

CLIP-RT: Learning Language-Conditioned Robotic Policies from Natural Language Supervision

Gi-Cheon Kang, Junghyun Kim, Kyuhwan Shim, Jun Ki Lee, Byoung-Tak Zhang

RSS 20252025-06-01

AreaVision & Learning

Year2025

LabMMAI Lab

Channel Propagation Networks for Refreshable Vision Transformer

Junhyung Ko, Jongbin Ryu

WACV 20252025-01-01

AreaVision & Learning

Year2025

LabMMAI Lab

Enriching Local Patterns with Multi-Token Attention for Broad-Sight Neural Networks

Hankyul Kang, Jongbin Ryu

WACV 20252025-01-01

AreaEmbodied AI & Robotics

Year2025

LabHEI Lab

Continual Vision-and-Language Navigation

Seongjun Jeong, Gi-Cheon Kang, Seongho Choi, Joochan Kim, Byoung-Tak Zhang

BMVC 20252025-01-01

AreaEmbodied AI & Robotics

Year2025

LabHEI Lab

Socratic Planner: Self-QA-Based Zero-Shot Planning for Embodied Instruction Following

Suyeon Shin, Sujin Jeon*, Junghyun Kim*, Gi-Cheon Kang*, Byoung-Tak Zhang

ICRA 20252025-01-01

AreaKnowledge, Multimodal & LLMs

Year2025

LabiKnow Lab

FLEX: Expert-level False-Less EXecution Metric for Reliable Text-to-SQL Benchmark

Heegyu Kim, Taeyang Jeon, Seunghwan Choi, Seungtaek Choi, Hyunsouk Cho

NAACL 20252025-01-01

AreaHealthcare AI

Year2025

LabiKnow Lab

Data Augmentation for Improving Convergence Speed in Federated Sequential Recommendation System

Donghoon Lee, Hyunsouk Cho

IEEE Access 20252025-01-01

AreaKnowledge, Multimodal & LLMs

Year2025

LabiKnow Lab

DCC: Differentiable Cardinality Constraints for Partial Index Tracking

Wooyeon Jo, Hyunsouk Cho

AAAI 20252025-01-01

AreaHealthcare AI

Year2025

LabiKnow Lab

Exploring the Side-information Fusion for Sequential Recommendation

Seunghwan Choi, Donghoon Lee, Hyeoungguk Kang, Hyunsouk Cho

IEEE Access 20252025-01-01

AreaHealthcare AI

Year2025

LabiKnow Lab

Machine learning-based prediction of aerodynamic performance in arformoterol-lactose dry powder inhaler formulations using surface roughness features

Jin-Hyuk Jeong, Soyeon Hong, Ji-Hyeon Kwon, Soyoun Yang, Dong-Wook Kim, Nan Song, Hyunsouk Cho , Chun-Woong Park

Int J Pharm 20252025-01-01

AreaKnowledge, Multimodal & LLMs

Year2025

LabiKnow Lab

Rethinking the Training Paradigm of Discrete Token-Based Multimodal LLMs: An Analysis of Text-Centric Bias

Wansik Jo, Jooyeong Na, Soyeon Hong, Seungtaek Choi, Hyunsouk Cho

CIKM 20252025-01-01

AreaKnowledge, Multimodal & LLMs

Year2025

LabiKnow Lab

Towards Fully-Automated Materials Discovery via Large-Scale Synthesis Dataset and Expert-Level LLM-as-a-Judge

Heegyu Kim, Taeyang Jeon, Seungtaek Choi, Ji Hoon Hong, Dong Won Jeon, Ga-Yeon Baek, Gyeong-Won Kwak, Dong-Hee Lee, Jisu Bae, Chihoon Lee, Yunseo Kim, Seon-Jin Choi, Jin-Seong Park, Sung Beom Cho, Hyunsouk Cho

CIKM 20252025-01-01

AreaHealthcare AI

Year2025

LabLAMDA Lab

Evaluation of Multi-Agent LLMs in Multidisciplinary Team Decision-Making for Challenging Cancer Cases

Jaesik Kim, Byounghan Lee, Kyung-Ah Sohn, Dokyoon Kim, Young Chan Lee

MLHC 20252025-01-01

AreaKnowledge, Multimodal & LLMs

Year2025

LabSAIL

CoreaSpeech: Korean Speech Corpus via JAMO-based Coreset Selection for Efficient and Robust Korean Speech Generation

K.-J. Kwon, J.-H. So, and S.-H. Lee

NeurIPS 20252025-01-01

AreaHealthcare AI

Year2025

LabSAIL

DurFlex-EVC: Duration-Flexible Emotional Voice Conversion with Parallel Generation

H.-S. Oh, S.-H. Lee, D.-H. Cho, and S.-W. Lee

IEEE TAC 20252025-01-01

AreaHealthcare AI

Year2025

LabSAIL

HiddenSinger: High-Quality Singing Voice Synthesis via Neural Audio Codec and Latent Diffusion Models

J.-S. Hwang, S.-H. Lee, and S.-W. Lee

Neural Networks 20252025-01-01

AreaHealthcare AI

Year2025

LabSAIL

HierSpeech++: Bridging the Gap between Semantic and Acoustic Representation by Hierarchical Variational Inference for Zero-shot Speech Synthesis

S.-H. Lee, H.-Y. Choi, S.-B. Kim, and S.-W. Lee

IEEE TNNLS 20252025-01-01

AreaKnowledge, Multimodal & LLMs

Year2025

LabSAIL

Parameter-Efficient Fine-Tuning for Low-Resource Text-to-Speech via Cross-Lingual Continual Learning

K.-J. Kwon, J.-H. So, and S.-H. Lee

Interspeech 20252025-01-01

AreaKnowledge, Multimodal & LLMs

Year2025

LabSAIL

PeriodWave: Multi-Period Flow Matching for High-Fidelity Waveform Generation

S.-H. Lee, H.-Y. Choi, and S.-W. Lee

ICLR 20252025-01-01

AreaKnowledge, Multimodal & LLMs

Year2025

LabSAIL

Personalized and Controllable Voice Style Transfer with Speech Diffusion Transformer

H.-Y. Choi, S.-H. Lee, and S.-W. Lee

IEEE TASLP 20252025-01-01

AreaKnowledge, Multimodal & LLMs

Year2025

LabSAIL

StreamFlow: Streaming Audio Generation from Discrete Tokens via Streaming Flow Matching

H.-Y. Choi and S.-H. Lee

NeurIPS 20252025-01-01

2024

AreaHealthcare AI

Year2024

LabMMAI Lab

Style-KD : Class-Imbalanced Medical Image Classification via Style Knowledge Distillation

Inhyuk Park, Won Hwa Kim, Jongbin Ryu

BSPC 20242024-12-29

AreaHealthcare AI

Year2024

LabMMAI Lab

Generative Self-Supervised Learning for Medical Image Classification

Inhyuk Park, Sungeun Kim, Jongbin Ryu

ACCV 20242024-12-01

AreaVision & Learning

Year2024

LabMMAI Lab

Neural Substitution for Branch-level Network Re-parameterization

Seungmin Oh, Jongbin Ryu

ACCV 20242024-12-01

AreaVision & Learning

Year2024

LabMMAI Lab

Unsupervised Hashing Network with Hyper Quantization Tree

Sungeun Kim, Jongbin Ryu

BMVC 20242024-11-25

AreaVision & Learning

Year2024

LabMMAI Lab

Spatial Bias for Attention-free Non-local Neural Networks

Junhyung Go, Jonngbin Ryu

ESWA 20242024-10-04

AreaHealthcare AI

Year2024

LabMMAI Lab

Attentional Decoder Networks for Chest X-ray Image Recognition on High-resolution Features

Hankyul Kang, Namkug Kim, Jongbin Ryu

CMPB 20242024-04-21

AreaHealthcare AI

Year2024

LabMMAI Lab

Analyzing to Discover Origins of CNNs and ViT Architectures in Medical Images

Seungmin Oh, Namkug Kim, Jongbin Ryu

Sci Rep 20242024-04-16

AreaHealthcare AI

Year2024

LabMMAI Lab

Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge

CVAMD participants including Jongbin Ryu

MedIA 20242024-01-01

AreaHealthcare AI

Year2024

LabMMAI Lab

Fine-Grained Self-Supervised Learning with Jigsaw puzzles for medical image classification

Wongi Park, Jongbin Ryu

CBM 20242024-01-01

AreaEmbodied AI & Robotics

Year2024

LabHEI Lab

PGA: Personalizing Grasping Agents with Single Human-Robot Interaction

Junghyun Kim, Gi-Cheon Kang*, Jaein Kim*, Seoyoon Yang, Minjoon Jung, Byoung-Tak Zhang

IROS 20242024-01-01

AreaEmbodied AI & Robotics

Year2024

LabHEI Lab

PROGrasp: Pragmatic Human-Robot Communication for Object Grasping

Gi-Cheon Kang, Junghyun Kim, Jaein Kim, Byoung-Tak Zhang

ICRA 20242024-01-01

AreaKnowledge, Multimodal & LLMs

Year2024

LabiKnow Lab

Can Large Language Models be Good Emotional Supporter? Mitigating Preference Bias on Emotional Support Conversation

{Dongjin Kang, Sunghwan Kim}, Taeyoon Kwon, Seungjun Moon, Hyunsouk Cho , Youngjae Yu, Dongha Lee, Jinyoung Yeo

ACL 20242024-01-01

AreaHealthcare AI

Year2024

LabiKnow Lab

Cross-Modal Dynamic Transfer Learning for Multimodal Emotion Recognition

Soyeon Hong, HyeoungGuk Kang, Hyunsouk Cho

IEEE Access 20242024-01-01

AreaKnowledge, Multimodal & LLMs

Year2024

LabiKnow Lab

Multi-intent-aware Session-based Recommendation

Minjin Choi, Hye-young Kim, Hyunsouk Cho , Jongwuk Lee

SIGIR 20242024-01-01

AreaVision & Learning

Year2024

LabiKnow Lab

OmniStitch: Depth-Aware Stitching Framework for Omnidirectional Vision with Multiple Cameras

{Soo-ho Kim, Soyeon Hong}, Kyungsoo Park, Hyunsouk Cho , Kyung-Ah Sohn

ACM MM 20242024-01-01

AreaHealthcare AI

Year2024

LabLAMDA Lab

Regularization Using Noise Samples Identified by the Feature Norm for Face Recognition

Taeseong Gim and Kyung-Ah Sohn

IEEE Access 20242024-01-01

AreaVision & Learning

Year2024

LabLAMDA Lab

Text-free diffusion inpainting using reference images for enhanced visual fidelity

Beomjo Kim, Kyung-Ah Sohn

Pattern Recognition 20242024-01-01

AreaKnowledge, Multimodal & LLMs

Year2024

LabSAIL

Audio Super-resolution with Robust Speech Representation Learning of Masked Autoencoder

S.-B. Kim, S.-H. Lee, H.-Y. Choi, S.-W. Lee

IEEE TASLP 20242024-01-01

AreaKnowledge, Multimodal & LLMs

Year2024

LabSAIL

Cross-lingual Text-to-Speech via Hierarchical Style Transfer

S.-H. Lee, H.-Y. Choi, and S.-W. Lee

ICASSP Workshop 20242024-01-01

AreaKnowledge, Multimodal & LLMs

Year2024

LabSAIL

DDDM-VC: Decoupled Denoising Diffusion Models with Disentangled Representation and Prior Mixup for Verified Robust Voice Conversion

H.-Y. Choi*, S.-H. Lee *, and S.-W. Lee

AAAI 20242024-01-01

AreaKnowledge, Multimodal & LLMs

Year2024

LabSAIL

DiffProsody: Diffusion-based Latent Prosody Generation for Expressive Speech Synthesis with Prosody Conditional Adversarial Training

H.-S. Oh, S.-H. Lee, and S.-W. Lee

IEEE TASLP 20242024-01-01

AreaKnowledge, Multimodal & LLMs

Year2024

LabSAIL

MIDI-Voice: Expressive Zero-shot Singing Voice Synthesis via MIDI-driven Priors

D.-M. Byun, S.-H. Lee, J.-S. Hwang, and S.-W. Lee

ICASSP 20242024-01-01

AreaKnowledge, Multimodal & LLMs

Year2024

LabSAIL

TranSentence: Speech-to-Speech Translation via Language-agnostic Sentence-level Speech Encoding without Language-parallel Data

S.-B. Kim, S.-H. Lee, and S.-W. Lee

ICASSP 20242024-01-01

2023

AreaHealthcare AI

Year2023

LabMMAI Lab

Deep Learning Using Computed Tomography to Identify High-Risk Patients for Acute Small Bowel Obstruction: Development and Validation of a Prediction Model: A Retrospective Cohort Study

Seungmin Oh, Jongbin Ryu, Ho-Jung Shin, Jeong Ho Song, Sang-Yong Son, Hoon Hur, Sang-Uk Han

IJS 20232023-12-01

AreaHealthcare AI

Year2023

LabMMAI Lab

Robust Asymmetric Loss for Multi-Label Long-Tailed Learning

Wongi Park, Inhyuk Park, Sungeun Kim, Jongbin Ryu

ICCVW 20232023-08-10

AreaEmbodied AI & Robotics

Year2023

LabHEI Lab

GVCCI: Lifelong Learning of Visual Grounding for Language-Guided Robotic Manipulation

Junghyun Kim, Gi-Cheon Kang*, Jaein Kim*, Suyeon Shin, Byoung-Tak Zhang

IROS 20232023-01-01

AreaVision & Learning

Year2023

LabHEI Lab

The Dialog Must Go On: Improving Visual Dialog via Generative Self-Training

Gi-Cheon Kang, Sungdong Kim*, Jin-Hwa Kim*, Donghyun Kwak*, Byoung-Tak Zhang

CVPR 20232023-01-01

AreaKnowledge, Multimodal & LLMs

Year2023

LabiKnow Lab

GTA: Gated Toxicity Avoidance for LM Performance Preservation

Heegyu Kim, Hyunsouk Cho

Findings of EMNLP 20232023-01-01

AreaKnowledge, Multimodal & LLMs

Year2023

LabiKnow Lab

Outlier-aware Cross-Market Product Recommendation

HyeoungGuk Kang, Donghoon Lee, Hyunsouk Cho

BigComp 20232023-01-01

AreaKnowledge, Multimodal & LLMs

Year2023

LabSAIL

Diff-HierVC: Diffusion-based Hierarchical Voice Conversion with Robust Pitch Generation and Masked Prior for Zero-shot Speaker Adaptation

H.-Y. Choi, S.-H. Lee, and S.-W. Lee

Interspeech 20232023-01-01

AreaKnowledge, Multimodal & LLMs

Year2023

LabSAIL

HierVST: Hierarchical Adaptive Zero-shot Voice Style Transfer

S.-H. Lee *, H.-Y. Choi*, H.-S. Oh, and S.-W. Lee

Interspeech 20232023-01-01

AreaVision & Learning

Year2023

LabSAIL

PauseSpeech: Natural Speech Synthesis via Pre-trained Language Model and Pause-based Prosody Modeling

J.-S. Hwang, S.-H. Lee, and S.-W. Lee

ACPR 20232023-01-01

2022

AreaKnowledge, Multimodal & LLMs

Year2022

LabiKnow Lab

FPAdaMetric: False-positive-aware Adaptive Metric Learning for Session-based Recommendation

Jongwon Jeong, Jeong Choi, Hyunsouk Cho , Sehee Chung

AAAI 20222022-01-01

AreaKnowledge, Multimodal & LLMs

Year2022

LabSAIL

Duration Controllable Voice Conversion via Phoneme-based Information Bottleneck

S.-H. Lee, H.-R. Noh, W. Nam, and S.-W. Lee

IEEE TASLP 20222022-01-01

AreaKnowledge, Multimodal & LLMs

Year2022

LabSAIL

EmoQ-TTS: Emotion Intensity Quantization for Fine-Grained Controllable Emotional Text-to-Speech

C.-B. Im, S.-H. Lee, and S.-W. Lee

ICASSP 20222022-01-01

AreaKnowledge, Multimodal & LLMs

Year2022

LabSAIL

Fre-GAN 2: Fast and Efficient Frequency-consistent Audio Synthesis

S.-H. Lee, J.-H. Kim, G.-E. Lee, and S.-W. Lee

ICASSP 20222022-01-01

AreaKnowledge, Multimodal & LLMs

Year2022

LabSAIL

HierSpeech: Bridging the Gap between Text and Speech by Hierarchical Variational Inference using Self-supervised Representations for Speech Synthesis

S.-H. Lee, S.-B. Kim, J.-H. Lee, E. Song, M.-J. Hwang, and S.-W. Lee

NeurIPS 20222022-01-01

AreaKnowledge, Multimodal & LLMs

Year2022

LabSAIL

PVAE-TTS: Progressively Style Adaptive Text-to-Speech via Progressive Variaional Autoencoder

J.-H. Lee, S.-H. Lee, J.-H. Kim, and S.-W. Lee

ICASSP 20222022-01-01

AreaVision & Learning

Year2022

LabSAIL

StyleVC: Non-Parallel Voice Conversion with Adversarial Style Generalization

I. Hwang, S.-H. Lee, and S.-W. Lee

ICPR 20222022-01-01

2021

AreaVision & Learning

Year2021

LabMMAI Lab

Dual Aggregated Feature Pyramid Network for Multi Label Classification

Dongjoo Yun, Jongbin Ryu*, Jongwoo Lim (*corresponding author)

Pattern Recognition 20212021-01-01

AreaHealthcare AI

Year2021

LabMMAI Lab

Unsupervised Feature Learning for Self-Tuning Neural Networks

Jongbin Ryu, Ming-Hsuan Yang, Jongwoo Lim

Neural Networks 20212021-01-01

AreaKnowledge, Multimodal & LLMs

Year2021

LabHEI Lab

Attend What You Need: Motion-Appearance Synergistic Networks for Video Question Answering

Ahjeong Seo, Gi-Cheon Kang, Joonhan Park, Byoung-Tak Zhang

ACL 20212021-01-01

AreaKnowledge, Multimodal & LLMs

Year2021

LabHEI Lab

Reasoning Visual Dialog with Sparse Graph Learning and Knowledge Transfer

Gi-Cheon Kang, Junseok Park, Hwaran Lee, Byoung-Tak Zhang*, Jin-Hwa Kim*

EMNLP 20212021-01-01

AreaVision & Learning

Year2021

LabiKnow Lab

One-Step Pixel-Level Perturbation-Based Saliency Detector

Vinnam Kim, Hyunsouk Cho , Sehee Chung

BMVC 20212021-01-01

AreaKnowledge, Multimodal & LLMs

Year2021

LabiKnow Lab

Self-Supervised Multimodal Opinion Summarization

Jinbae Im, Moonki Kim, Hoyoep Lee, Hyunsouk Cho , Sehee Chung

ACL 20212021-01-01

AreaKnowledge, Multimodal & LLMs

Year2021

LabSAIL

Fre-GAN: Adversarial Frequency-consistent Audio Synthesis

J.-H. Kim, S.-H. Lee, J.-H. Lee, and S.-W. Lee

Interspeech 20212021-01-01

AreaHealthcare AI

Year2021

LabSAIL

GC-TTS: Few-shot Speaker Adaptation with Geometric Constraints

J.-H. Kim, S.-H. Lee, J.-H. Lee, H.-G. Jung, and S.-W. Lee

SMC 20212021-01-01

AreaKnowledge, Multimodal & LLMs

Year2021

LabSAIL

Multi-SpectroGAN: High-Diversity and High-Fidelity Spectrogram Generation with Adversarial Style Combination for Speech Synthesis

S.-H. Lee, H.-W. Yoon, H.-R. Noh, J.-H. Kim, and S.-W. Lee

AAAI 20212021-01-01

AreaKnowledge, Multimodal & LLMs

Year2021

LabSAIL

Reinforce-Aligner: Reinforcement Alignment Search for Robust End-to-End Text-to-Speech

H. Chung, S.-H. Lee, and S.-W. Lee

Interspeech 20212021-01-01

AreaKnowledge, Multimodal & LLMs

Year2021

LabSAIL

VoiceMixer: Adversarial Voice Style Mixup

S.-H. Lee, J.-H. Kim, H. Chung, and S.-W. Lee

NeurIPS 20212021-01-01

2020

AreaHealthcare AI

Year2020

LabMMAI Lab

Deep Learning Algorithms for Detecting and Visualising Intussusception on Plain Abdominal Radiography in Children: A Retrospective Multicenter Study

Gitaek Kwon*, Jongbin Ryu*, Jaehoon Oh, Jongwoo Lim, Bo-kyeong Kang, Chiwon Ahn, Junwon Bae, Dong Keon Lee (*co-first author)

Sci Rep 20202020-01-01

AreaKnowledge, Multimodal & LLMs

Year2020

LabHEI Lab

Label Propagation Adaptive Resonance Theory for Semi-Supervised Continuous Learning

Taehyeong Kim, Injune Hwang, Gi-Cheon Kang, Won-Seok Choi, Hyunseo Kim, Byoung-Tak Zhang

ICASSP 20202020-01-01

AreaKnowledge, Multimodal & LLMs

Year2020

LabiKnow Lab

CITIES: Contextual Inference of Tail-item Embeddings for Sequential Recommendation

Seongwon Jang, Hoyeop Lee, Hyunsouk Cho , Sehee Chung

ICDM 20202020-01-01

AreaKnowledge, Multimodal & LLMs

Year2020

LabiKnow Lab

SQuAD2-CR: Semi-supervised Annotation for Cause and Rationales for Unanswerability in SQuAD 2.0

Gyeongbok Lee, Seung-won Hwang, Hyunsouk Cho

LREC 20202020-01-01

AreaKnowledge, Multimodal & LLMs

Year2020

LabSAIL

Audio Dequantization for High Fidelity Audio Generation in Flow-based Neural Vocoder

H.-W. Yoon, S.-H. Lee, H.-R. Noh, and S.-W. Lee

Interspeech 20202020-01-01

2019

AreaKnowledge, Multimodal & LLMs

Year2019

LabHEI Lab

Dual Attention Networks for Visual Reference Resolution in Visual Dialog

Gi-Cheon Kang, Jaeseo Lim, Byoung-Tak Zhang

EMNLP 20192019-01-01

AreaKnowledge, Multimodal & LLMs

Year2019

LabiKnow Lab

MeLU: Meta-Learned User Preference Estimator for Cold-start Recommendation

Hoyeop Lee, Jinbae Im, Seongwon Jang, Hyunsouk Cho , Sehee Chung

KDD 20192019-01-01

AreaKnowledge, Multimodal & LLMs

Year2019

LabSAIL

Learning Machines Can Curl - Adaptive deep reinforcement learning enables the robot Curly to win against human players in an icy world

D.-O. Won, S.-H. Lee, K.-R. Muller, and S.-W. Lee

NeurIPS 20192019-01-01

2018

AreaKnowledge, Multimodal & LLMs

Year2018

LabiKnow Lab

Machine-Translated Knowledge Transfer for Commonsense Causal Reasoning

Jinyoung Yeo, Gengyu Wang, Hyunsouk Cho , Seungtaek Choi, Seung-won Hwang

AAAI 20182018-01-01

AreaKnowledge, Multimodal & LLMs

Year2018

LabiKnow Lab

PREFER: PREdiction Model for Financial Entity Relation

Hoyeop Lee, Jongseon Park, Hyungjun Kim, Hyunsouk Cho , Geonsoo Kim

FEIII Workshop 20182018-01-01

AreaKnowledge, Multimodal & LLMs

Year2018

LabiKnow Lab

Visual Choice of Plausible Alternatives: An Evaluation of Image-based Commonsense Causal Reasoning

Jinyoung Yeo, Geongbok Lee, Gengyu Wang, Seungtaek Choi, Hyunsouk Cho , Reinald Kim Amplayo, Seung-won Hwang

LREC 20182018-01-01

2017

AreaKnowledge, Multimodal & LLMs

Year2017

LabiKnow Lab

Gradable Adjective Embedding for Commonsense Knowledge

Kyungjae Lee, Hyunsouk Cho , Seung-won Hwang

PAKDD 20172017-01-01

AreaKnowledge, Multimodal & LLMs

Year2017

LabiKnow Lab

Multimodal KB Harvesting for Emerging Spatial Entities

Jinyoung Yeo, Hyunsouk Cho , Jinwoo Park, Seung-won Hwang

TKDE 20172017-01-01

AreaKnowledge, Multimodal & LLMs

Year2017

LabiKnow Lab

Understanding Relations using Concepts and Semantics

Jouyon Park, Hyunsouk Cho , Seung-won Hwang

FEIII Workshop 20172017-01-01

2016

AreaKnowledge, Multimodal & LLMs

Year2016

LabiKnow Lab

ECO: Entity-level Captioning in Context

Hyunsouk Cho , Seung-won Hwang

ASONAM 20162016-01-01

AreaKnowledge, Multimodal & LLMs

Year2016

LabiKnow Lab

Event Grounding from Multimodal Social Network Fusion

{ Hyunsouk Cho , Jingyoung Yeo}, Seung-won Hwang

ICDM 20162016-01-01

2014

AreaKnowledge, Multimodal & LLMs

Year2014

LabiKnow Lab

Skill Ontology-based Model for Quality Assurance in Crowdsourcing

Kinda El Maarry, Wolf-Tilo Balke, Hyunsouk Cho , Seung-won Hwang, Yukino Baba

DASFAA Workshop 20142014-01-01

2013

AreaKnowledge, Multimodal & LLMs

Year2013

LabiKnow Lab

Hybrid Entity Clustering using crowds and data

Jongwuk Lee, Hyunsouk Cho , Jinwoo Park, Youngrok Cha, Seung-won Hwang, Z Nie, JR Wen

VLDB 20132013-01-01

AreaKnowledge, Multimodal & LLMs

Year2013

LabiKnow Lab

Toward Scalable Indexing for Top-k Queries

Jongwuk Lee, Hyunsouk Cho , Sunyou Lee, Seung-won Hwang

TKDE 20132013-01-01

2012

AreaKnowledge, Multimodal & LLMs

Year2012

LabiKnow Lab

Efficient Dual-Resolution Layer Indexing for Top-k Queries

Jongwuk Lee, Hyunsouk Cho , Seung-won Hwang

ICDE 20122012-01-01